EGTEA Gaze+
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Action Anticipation | EGTEA Gaze+ (val) | Top-5 Action Accuracy74.59 | 27 | |
| Action Anticipation | EGTEA Gaze+ | Top-1 Acc (Verb)79.3 | 21 | |
| Action Recognition | EGTEA Gaze+ | Accuracy61.86 | 18 | |
| Activity Recognition | EGTEA Gaze+ (Split 3) | Accuracy62.6 | 15 | |
| Activity Recognition | EGTEA Gaze+ (Split 2) | Accuracy66.1 | 15 | |
| Activity Recognition | EGTEA Gaze+ (Split 1) | Accuracy66.5 | 15 | |
| Early Action Recognition | EGTEA Gaze+ | Top-1 Acc (12.5%)50.22 | 10 | |
| Action Anticipation | EGTEA Gaze+ (Split 1) | Top-1 Acc (Verb)54.9 | 9 | |
| Action Anticipation | EGTEA Gaze+ | Top-5 Acc (Ta=1.0s)66.4 | 8 | |
| Egocentric Gaze Estimation | EGTEA Gaze+ (online evaluation) | F1 Score44.48 | 7 | |
| Action Anticipation | EGTEA Gaze+ (average across 3 splits) | Top-5 Action Accuracy (1.0s)71.9 | 5 | |
| Activity Recognition | EGTEA Gaze+ (Average) | Accuracy60.76 | 4 | |
| Action Anticipation | EGTEA Gaze+ (test) | Top-5 Action Accuracy @ 1.0s- | 0 | |
| Early Action Recognition | EGTEA Gaze+ (test) | Top-1 Acc (12.5% Obs Rate)- | 0 |
Showing 14 of 14 rows